Muhammad Ahmad Kaleem
5 papers · 2022–2024 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Silver
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Hot Topic Early Bird
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Triple Crown
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Keyword Pioneer
Venues
Top co-authors
Research topics
Machine Learning
(4)
Application Areas
(4)
Security & Privacy
(3)
Learning Types · Machine Learning
(3)
Artificial Intelligence
(2)
Core AI
(2)
Privacy
(2)
Computer Science
(1)
Deep Learning
(1)
Applications
(1)
Differential Privacy
(1)
Learning Paradigms
(1)
Learning Types · Deep Learning
(1)
Optimization & Theory
(1)
Keywords
self-supervised learning
(3)
representation learning
(2)
model extraction
(2)
density estimation
(1)
intellectual property
(1)
privacy-preserving learning
(1)
secure multi-party computation
(1)
secure aggregation
(1)
collaborative learning
(1)
adversarial attack
(1)
downstream task
(1)
machine learning model
(1)
generalization performance
(1)
model stealing
(1)
robust aggregation
(1)
encoder model
(1)
data memorization
(1)
encoder architecture
(1)
malicious client
(1)
collaborative machine learning
(1)
Papers
Memorization in Self-Supervised Learning Improves Downstream Generalization
ICLR 2024
Robust and Actively Secure Serverless Collaborative Learning
NeurIPS 2023
Dataset Inference for Self-Supervised Models
NeurIPS 2022
Increasing the Cost of Model Extraction with Calibrated Proof of Work
ICLR 2022
On the Difficulty of Defending Self-Supervised Learning against Model Extraction
ICML 2022